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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Openai Openai node Streaming To Client
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Langgenius Dify Knowledge Base Management
Principles
- Principle:Isaac sim IsaacGymEnvs Factory Scene Initialization
- Principle:ARISE Initiative Robosuite Texture Randomization
- Principle:Online ml River Horizon Metric
- Principle:Heibaiying BigData Notes Hive Database Creation
- Principle:Mlfoundations Open flamingo Distributed Result Aggregation
- Principle:Pyro ppl Pyro JIT Compilation
- Principle:Kubeflow Pipelines Model Evaluation Metrics
- Principle:Teamcapybara Capybara Page Navigation
- Principle:Zai org CogVideo Image Conditioning Preparation
- Principle:Ollama Ollama GGUF Assembly
Implementations
- Implementation:Confident ai Deepeval ConfidentInstrumentationSettings
- Implementation:Infiniflow Ragflow Common Util
- Implementation:Microsoft Autogen Studio MCP WSBridge
- Implementation:Ucbepic Docetl Directive DocCompression
- Implementation:Scikit learn Scikit learn SelfTrainingClassifier
- Implementation:Mlc ai Mlc llm Dispatch KV Cache Creation
- Implementation:Apache Airflow Logger Protocol
- Implementation:Datajuicer Data juicer File Utils
- Implementation:Ggml org Llama cpp Arch Header
- Implementation:Duckdb Duckdb Make Unit Test Targets
Heuristics
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
Environments
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Vllm project Vllm Environment Variables
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Princeton nlp SimPO CUDA Training
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Mit han lab Llm awq Python Runtime Environment